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⚡ AI Lessons

Dev.to · Thomas Landgraf
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Claude Code Workflows: The Plan Moves Out of Claude's Head and Into a Script You Can Edit
Subagents, skills, and agent teams all keep the plan in one place: Claude's head. Claude decides,...

Dev.to · Thomas Landgraf
🧠 Large Language Models
⚡ AI Lesson
1mo ago
I Gave 13 LLMs the Same Codebase and Asked for a Specification. Six Ran on My Laptop.
There are benchmarks for code an LLM writes. HumanEval, MBPP, SWE-Bench, LiveCodeBench. There are no...

Dev.to · Thomas Landgraf
📋 Product Management
⚡ AI Lesson
1mo ago
I Didn't Ship an 'Improve My Spec' Button. I Shipped Two.
For most of its life, the tool I maintain was good at one half of the job: keeping specifications...

Dev.to · Thomas Landgraf
⚡ AI Lesson
1mo ago
Why I Shipped Two Artifact Mechanisms In My VS Code Extension — Not One
A specification is more than text. It comes with a wireframe, the regulatory PDF it answers to, the...

Dev.to · Thomas Landgraf
📰 AI News & Updates
⚡ AI Lesson
2mo ago
The Window Is Closing: Spend $1200 on Yourself Before AI Pricing Catches Up
The developers who use the current cheap-access era to become AI-native will keep accelerating when...

Dev.to · Thomas Landgraf
🧠 Large Language Models
⚡ AI Lesson
2mo ago
The SDK You Pick Matters More Than the Model — A 13-LLM Benchmark on the Same Agentic Task
If you have ever built an agent that walks a codebase, calls tools, and writes structured output, you...

Dev.to · Thomas Landgraf
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Four failure modes you'll hit running a local LLM in a multi-step agentic loop
Most local-LLM benchmarks measure single-turn chat quality. Agentic workflows are a different beast:...

Dev.to · Thomas Landgraf
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Your PO Should Own the Spec, Not the Developer — Here's How Status Gates Fix the AI Handoff Problem
In most AI-assisted workflows, the developer writes the prompt and owns the outcome. The Product...
DeepCamp AI